Agent 漏斗

实时 Agent 正在用 TokRepo

最近 14 天 agent 漏斗匿名聚合计数。所有事件由 agent funnel API 记录;不记任务文本、文件内容、tokens 或私有资产数据。

设置 TOKREPO_TELEMETRY=0 可关闭埋点。数据源:/api/v1/tokenboard/agent/funnel。

43.4%
中位数 token 节省
321
Agent 事件总数
7
Discover 调用
161
Install Apply
3
Handoff
任务经济

高价值 Agent 任务的运行模型

这里是机器契约背后的产品面:TokRepo 借鉴了哪些任务经济机制、哪些生命周期 gate 已经接入、哪些 KPI 已经有公开 eval 证据。

100%
已量化
high_value_task_completion_rate

Percentage of realistic task prompts that complete with a verified user-outcome oracle.

/evals/agent-task-receipts.json
20
已量化
duplicate_rebuilds_avoided

Count of reference tasks where TokRepo discovery avoids rebuilding an equivalent local asset from scratch.

/evals/agent-baseline.json
43.4%
已量化
median_tokens_saved_pct

Median token reduction from using discovered reusable assets on reference tasks.

/evals/agent-baseline.json
追踪中
已签约
reuse_to_creation_ratio

Ratio of resolved/reused capabilities to newly harvested private drafts over a release window.

/agent-task-economy.json
100%
已量化
safe_install_gate_coverage_pct

Percentage of installable assets covered by verify, install-plan, policy, evidence bundle, and rollback checks.

/evals/agent-baseline.json
100%
已量化
handoff_quality_pass_rate

Percentage of harvested or handoff candidates whose quality_gate passes without unsafe files or unresolved sensitive findings.

/evals/agent-task-receipts.json
100%
已量化
long_running_task_state_coverage

Percentage of recurring or delayed agent tasks with owner, schedule, latest evidence, next action, and rollback or handoff state.

/evals/agent-task-ledger.json
161
已量化
install_apply_events_14d

Live anonymous aggregate install_apply events observed in the current 14-day agent funnel window.

/api/v1/tokenboard/agent/funnel
100%
已量化
install_adoption_feedback_coverage_pct

Percentage of install-adoption feedback stages covered by public eval, live funnel contract, privacy guard, and outcome oracle.

/evals/agent-install-adoption.json
100%
已量化
retention_reuse_feedback_coverage_pct

Percentage of post-install retention/reuse stages covered by public eval, live funnel contract, rollback rehearsal, reuse supply oracle, and privacy guard.

/evals/agent-retention-reuse.json
100%
已量化
quality_feedback_coverage_pct

Percentage of agent quality feedback stages covered by public eval, live funnel contract, trust gate evidence, improvement supply oracle, and privacy guard.

/evals/agent-quality-feedback.json
100%
已量化
improvement_action_coverage_pct

Percentage of agent improvement actions covered by public eval, live funnel dependencies, actionable repair commands, acceptance oracle, and privacy guard.

/evals/agent-improvement-actions.json
100%
已量化
repair_execution_receipt_coverage_pct

Percent of recommended repair actions that have executable receipts with action linkage, run command, expected artifact, acceptance oracle, rollback or handoff boundary, live funnel dependencies, and privacy guard.

/evals/agent-repair-execution.json
100%
已量化
agent_action_bundle_coverage_pct

Percent of repair action bundles that link source action, executable receipt, run command, acceptance oracle, rollback or handoff path, public entrypoints, live verification, and privacy guard.

/agent-action-bundle.json

Mini harness 证据

每条 case 都记录 Task、Environment、Tools、Trace 和 Grader 输出,TokRepo 不只根据最终回答判断任务经济闭环是否通过。

3/3
通过 case
100%
通过率
100%
模块覆盖
5
harness 模块
capability_gap_plugin_support

Decide whether the repository README proves plugin-system support.

TaskEnvironmentToolsTraceGrader
2 trace 步grader 通过
reuse_before_rebuild_browser_harness

Before rebuilding a browser automation harness, resolve reusable TokRepo capability and inspect a safe install plan.

TaskEnvironmentToolsTraceGrader
3 trace 步grader 通过
post_task_private_harvest

After improving a reusable task harness script, package the change as a private draft and produce a handoff plan without publishing.

TaskEnvironmentToolsTraceGrader
3 trace 步grader 通过

生命周期 gate

  1. 01
    detect_high_value_task

    Classify whether the user task is a repeatable high-value task, a one-off local fix, or a post-task reusable artifact opportunity.

    task_value_hypothesisreuse_potentialrisk_profilesuccess_oraclehttps://tokrepo.com/evals/agent-repair-execution.jsonagent-repair-execution.json
  2. 02
    resolve_capability

    Call tokrepo_resolve_capability or tokrepo agent-check before rebuilding local tools.

    selected_candidate_or_controlled_empty_statenext_mcp_callsfallback_cli_commandslifecycle_contracthttps://tokrepo.com/evals/agent-repair-execution.jsonagent-repair-execution.json
  3. 03
    plan_safe_run

    Verify trust and request an install plan before writes, execution, credentials, global config, or recurring work.

    policy_decisionpermission_envelopeevidence_bundlerollback_planhttps://tokrepo.com/evals/agent-repair-execution.jsonagent-repair-execution.json
  4. 04
    execute_or_stage

    Use dry-run, stage-only, confirmation-required, or direct execution according to policy and user intent.

    changed_files_or_no_writestate_deltapost_verify_commandshttps://tokrepo.com/evals/agent-repair-execution.jsonagent-repair-execution.json
  5. 05
    evaluate_task_outcome

    Evaluate the user's real task outcome with a task-specific oracle instead of claiming success from a local command only.

    task_outcome_verdictevidenceopen_riskshttps://tokrepo.com/evals/agent-repair-execution.jsonagent-repair-execution.json
  6. 06
    record_memory_and_state

    Record install state, task evidence, audit snapshots, and project memory so future agents inherit the context.

    TokRepo.lock_or_state_referenceaudit_referenceproject_memory_referencehttps://tokrepo.com/evals/agent-repair-execution.jsonagent-repair-execution.json
  7. 07
    harvest_reusable_work

    Run tokrepo_harvest or tokrepo harvest --changed --json when the task creates reusable instructions, scripts, configs, or evals.

    private_package_draftsquality_gatesensitive_findingsdedupe_discoveryhttps://tokrepo.com/evals/agent-repair-execution.jsonagent-repair-execution.json
  8. 08
    measure_task_economics

    Update aggregate evidence for task completion, duplicated rebuilds avoided, token/time saved, safe install coverage, and handoff quality.

    task_completion_rateduplicate_rebuilds_avoidedmedian_tokens_saved_pctsafe_install_gate_coverage_pcthandoff_quality_pass_ratehttps://tokrepo.com/evals/agent-repair-execution.jsonagent-repair-execution.json
  9. 09

  10. 010

可借鉴机制

  • mini_agent_harness

    TokRepo now publishes a deterministic mini task harness eval where each case records the task, fixture environment, tool calls with arguments/results, answer, and grader checks.

    https://tokrepo.com/evals/agent-task-harness.json
  • high_value_task_economics

    Every agent-facing surface should answer which high-value task it helps complete, what duplicate rebuild it avoids, and how the task result is verified.

    https://tokrepo.com/evals/agent-baseline.json
  • production_harness

    TokRepo's harness is the MCP/CLI/install-plan/evidence bundle lifecycle: resolve, discover, verify, plan, dry-run, install or stage, audit, rollback, and handoff.

    https://tokrepo.com/.well-known/tokrepo.json
  • skill_supply_chain

    Treat skills, prompts, scripts, MCP configs, workflows, project rules, and evals as typed supply with private-by-default harvest and human-confirmed publishing.

    https://tokrepo.com/agent-ecosystem.json#supply_handoff
  • long_running_clock

    Represent recurring and delayed work as task runs with schedule, status, state, evidence, next action, and rollback or handoff plan rather than as disconnected one-shot commands.

    https://tokrepo.com/evals/agent-task-ledger.json
  • outcome_oracle_receipts

    TokRepo now publishes deterministic task receipts so long-running work can be audited for freshness and outcome, not only remembered as a scheduled state row.

    https://tokrepo.com/evals/agent-task-receipts.json
  • conversation_focus_loop

    TokRepo now publishes a continuity eval that requires agents to ask the long-term-goal question, reject false autonomy claims, and escalate to a detached runner only when future execution has a verifiable receipt.

    https://tokrepo.com/evals/agent-loop-continuity.json
  • install_adoption_feedback

    TokRepo publishes an install-adoption eval and live-funnel verification contract that separates install_plan, install_dry_run, install_apply, completed_install, installed-state audit, rollback, handoff, and harvest feedback.

    https://tokrepo.com/evals/agent-install-adoption.json
  • post_install_retention_reuse

    TokRepo publishes a retention/reuse eval and live-funnel contract tying install_apply to installed-state audit, rollback rehearsal, handoff_plan, harvest_plan, and private-by-default reuse supply.

    https://tokrepo.com/evals/agent-retention-reuse.json
  • memory_and_persona_context

    Project memory from tokrepo init-agent, .tokrepo/agent.json, installed-state files, and audit records must carry the user's operating rules into future agent sessions.

    https://tokrepo.com/schemas/agent-memory.schema.json
  • multi_agent_reliability

    Acceptance gates must include cross-agent project memory, local and hosted MCP parity, npx latest packages, install safety, handoff quality, and production live checks.

    https://tokrepo.com/evals/multi-agent-compatibility.json
  • task_to_supply_flywheel

    After a task is verified, agents should run tokrepo_harvest or tokrepo harvest --changed --json, inspect quality_gate, keep drafts private, and only push explicit reviewed files after human confirmation.

    https://tokrepo.com/evals/handoff-quality.json
  • agent_quality_feedback_loop

    TokRepo publishes an agent quality feedback eval that ties search/detail/resolve, verify/audit/install-plan, and handoff/harvest supply into one privacy-safe feedback loop.

    https://tokrepo.com/evals/agent-quality-feedback.json
  • agent_improvement_actions_loop

    TokRepo publishes an agent improvement actions eval that converts relevance, trust, and reuse feedback into concrete repair commands and expected artifacts without exposing private task context.

    https://tokrepo.com/evals/agent-improvement-actions.json
  • agent_repair_execution_receipts_loop

    Every repair action must map to a deterministic execution receipt with source action id, run command, expected artifact, acceptance oracle, rollback or handoff path, live event dependencies, privacy guard, and user-effect verdict.

    https://tokrepo.com/evals/agent-repair-execution.json
  • agent_action_bundle_entrypoint

    Publish /agent-action-bundle.json as the machine entrypoint that joins source improvement action, repair receipt, run command, acceptance oracle, rollback or handoff path, and live verification command.

    https://tokrepo.com/agent-action-bundle.json

长任务状态

Treat recurring jobs, delayed follow-ups, conversation-focus reminders, and automations as first-class task runs with explicit loop type, state, evidence, and boundaries between reminder-only focus and detached execution.

当前接入面
TokRepo.lock.tokrepo/state.json.tokrepo/agent.jsontokrepo installed --project --jsonhttps://tokrepo.com/evals/agent-task-ledger.jsonhttps://tokrepo.com/evals/agent-task-receipts.jsonhttps://tokrepo.com/evals/agent-loop-continuity.jsonhttps://tokrepo.com/evals/agent-improvement-actions.jsonagent-repair-execution.jsonhttps://tokrepo.com/evals/agent-repair-execution.json
计划接入面
schedule/heartbeat connector metadataIM or notification connector metadatahttps://tokrepo.com/evals/agent-repair-execution.jsonagent-repair-execution.json
任务运行 ledger

长任务、周期任务和延迟任务必须跨会话保留 owner、schedule、evidence、next action 以及 rollback 或 handoff 状态。

agent-task-ledger.json
3/3
有状态运行
100%
状态覆盖
100%
证据覆盖
0
过期或阻塞
  1. taskrun_agent_discovery_smoke_daily
    healthyowner: tokrepo-release-agentdailypass
    schedule
    2026-05-28T07:20:00Z
    latest_evidence
    https://registry.modelcontextprotocol.io/v0/servers?search=tokrepo
    next_action
    Continue the daily machine-readable discovery smoke and fail if official MCP Registry latest diverges from the live manifest again.
    rollback_or_handoff
    handoff · machine-readable endpoint regression or official registry version drift reappears
  2. taskrun_private_harvest_review_weekly
    readyowner: tokrepo-harvest-agentweeklypass
    schedule
    2026-06-01T03:00:00Z
    latest_evidence
    https://tokrepo.com/evals/agent-task-harness.json
    next_action
    Run tokrepo_harvest on changed reusable scripts, keep drafts private, and require quality_gate.status=pass before handoff.
    rollback_or_handoff
    rollback · quality gate fails or sensitive_findings is nonzero
  3. taskrun_delayed_chrome_mcp_recheck
    needs_recheckowner: tokrepo-browser-ops-agentdelayedpass_proxy_connected
    schedule
    2026-05-27T03:30:00Z
    latest_evidence
    local:chrome-mcp-proxy-status
    next_action
    If MCP stdio transport is closed in the current agent session, reconnect the MCP server or start a fresh Codex session before browser-dependent validation.
    rollback_or_handoff
    handoff · mcp__chrome__ list_pages reports Transport closed after proxy health is green
任务运行收据

每个长期任务运行都需要最近一次收据,包含新鲜度、验证命令、证据摘要、结果 oracle、判定和用户效果。

agent-task-receipts.json
3/3
新鲜收据
100%
新鲜度
100%
oracle 覆盖率
100%
通过结果
  1. receipt_20260527_agent_discovery_smoke
    freshness_status: freshpass
    last_run_at
    2026-05-27T07:20:00Z
    next_due_at
    2026-05-28T07:20:00Z
    outcome_oracle
    machine_readable_surface_contract · All TokRepo agent discovery surfaces return HTTP 200, include the task-economy eval set, hosted MCP JSON-RPC tools answer without schema regressions, and the official MCP Registry latest active row matches the live MCP manifest.
    evidence_digest
    sha256:cc8d8be2c9d198544d43aa526d2725a69eafb20873656091a31668cc1abf177c
    user_effect
    Planning agents can discover the live TokRepo MCP, CLI, manifest, harness, ledger, official MCP Registry listing, and task-economy surfaces without GUI browsing or version-lag warnings.
  2. receipt_20260527_private_harvest_review
    freshness_status: freshpass
    last_run_at
    2026-05-27T04:38:00Z
    next_due_at
    2026-06-03T04:38:00Z
    outcome_oracle
    quality_gate_receipt · The private harvest case includes tokrepo_harvest and tokrepo_handoff_plan traces, keeps draft supply private by default, and passes the Grader checks.
    evidence_digest
    sha256:d27a4f80a242278fdd1115bc985fe762895fd742500d6b8b9ebbb92daeb1f389
    user_effect
    Reusable work created during agent sessions can be reviewed as private package drafts with quality gates before any public push.
  3. receipt_20260527_chrome_mcp_recheck
    freshness_status: freshpass_with_handoff
    last_run_at
    2026-05-27T04:44:00Z
    next_due_at
    2026-05-27T05:14:00Z
    outcome_oracle
    browser_validation_fallback · Proxy status remains chromeConnected=true and the production browser validation matrix passes with System Chrome when the current MCP stdio transport is closed.
    evidence_digest
    sha256:e6d852212930cd1bf3d70c6dcc35400c70c50bba8513e14d71607510081f0cb1
    user_effect
    Browser-dependent TokRepo production validation remains executable even when the current Codex Chrome MCP stdio transport needs a session-level reconnect.
循环连续性

在把长期目标视为持续运行或完成前,先区分线程 heartbeat 提醒、Codex goal 状态和带收据的独立 runner。

agent-loop-continuity.json
3/3
通过 case
100%
问题覆盖
100%
LIVE_VERIFIED gate
100%
阻止伪自治
  1. conversation_focus_heartbeat_boundary
    thread_heartbeat_reminderpass
    required_question
    长期目标是否已经达到了?如果没有,请继续围绕长期目标拆解下一轮行动并执行。
    outcome_oracle
    conversation_focus_guard · The reminder only constrains the current thread, asks the long-term-goal question, and refuses to count reminder creation as autonomous progress.
    user_effect
    Agents can safely use a heartbeat to refocus a conversation without misrepresenting it as continuous execution.
  2. codex_goal_runtime_boundary
    goal_state_trackerpass
    required_question
    长期目标是否已经达到了?如果没有,请继续围绕长期目标拆解下一轮行动并执行。
    outcome_oracle
    goal_completion_guard · The agent keeps the goal active through implementation and verification, and marks complete only after evidence matches the stated objective.
    user_effect
    Long-running TokRepo work can distinguish progress tracking from scheduling, execution, deployment, and live proof.
  3. external_runner_receipt_boundary
    detached_runner_with_receiptpass
    required_question
    长期目标是否已经达到了?如果没有,请继续围绕长期目标拆解下一轮行动并执行。
    outcome_oracle
    detached_execution_guard · If execution must happen later, the task requires an external runner plus a fresh receipt; otherwise it remains a thread-focus reminder only.
    user_effect
    Agents know when to escalate from conversation focus to a real runner with verifiable receipts.
安装采用回传

区分 install plan、dry-run、真实安装采用、已安装状态审计和隐私安全的 live funnel 回传。

agent-install-adoption.json
3/3
通过阶段
100%
事件覆盖
100%
隐私门控
161
14天 install_apply
  1. planning_to_install_plan_feedback
    init_agentagent_checkmcp_discoververify_assetinstall_planpass
    feedback_signal
    anonymous_aggregate_funnel · Discovery and verification become adoption feedback only when the live funnel also records install_plan.
    privacy_guard
    task_text, file_content, access_token, cookie, local_path, share_token, private_asset_content
    outcome_oracle
    plan_before_write_guard · A live aggregate funnel can show install_plan without exposing task text or file contents, and no write is counted before verify plus plan.
    user_effect
    TokRepo can prove agents reached a safe install plan instead of only discovering or viewing an asset.
  2. install_execution_feedback
    install_dry_runinstall_applycompleted_installpass
    feedback_signal
    anonymous_aggregate_funnel_plus_local_state_contract · Dry-run proves safety rehearsal; install_apply or completed_install closes the adoption loop only after local exit 0 and post-verify pass.
    privacy_guard
    installed_file_contents, absolute_project_path, access_token, cookie, local_secret_value, private_asset_content
    outcome_oracle
    dry_run_not_adoption_guard · install_dry_run is visible but never counted as completed adoption; install_apply or completed_install requires success and post_verify.
    user_effect
    Users and agents can distinguish safe staging from real adoption and can audit local install state after completion.
  3. post_install_retention_feedback
    tokrepo_installedrollback_planagent_handoffhandoff_planharvest_planpass
    feedback_signal
    lifecycle_state_plus_anonymous_funnel · Adoption is useful only when the installed asset can be inspected, rolled back, handed off, or harvested into future supply.
    privacy_guard
    task_text, diff_content, file_content, credential, cookie, private_harvest_payload
    outcome_oracle
    retention_and_reuse_guard · The lifecycle exposes installed-state, rollback, handoff, and harvest signals without publishing private project content.
    user_effect
    TokRepo can show whether install adoption turns into retained local state and reusable post-task supply.
留存与复用回传

证明采用之后仍有已安装状态审计、rollback 预演、默认私有的 handoff 和 harvest 复用。

agent-retention-reuse.json
3/3
通过阶段
100%
live 事件覆盖
0
14天 rollback_plan
27
14天 handoff + harvest
  1. installed_state_audit
    install_applyrollback_planpass
    feedback_signal
    anonymous_aggregate_funnel_plus_local_state_contract · A retained adoption must be inspectable after install and must expose a rollback plan before any recovery mutation.
    privacy_guard
    installed_file_contents, absolute_project_path, local_secret_value, access_token, cookie, private_asset_content
    outcome_oracle
    installed_state_replay_guard · The public contract proves installed-state inspection and rollback planning without exposing project paths or installed file contents.
    user_effect
    Agents can audit what TokRepo installed in a project and know how to recover without reading private files from production telemetry.
  2. rollback_rehearsal_feedback
    rollback_planaudit_assetpass
    feedback_signal
    rollback_plan_funnel_and_project_state_schema · Rollback counts as retention feedback only when the agent can inspect the affected install session and produce a dry-run removal plan.
    privacy_guard
    file_content, diff_content, absolute_project_path, credential, cookie, share_token
    outcome_oracle
    rollback_before_mutation_guard · The recovery path is proven by rollback_plan and audit signals, while the public eval forbids raw diffs, file contents, and local paths.
    user_effect
    A user can let an agent test recovery before trusting an install, and TokRepo can measure that safety rehearsal anonymously.
  3. post_task_reuse_supply
    agent_handoffhandoff_planharvest_planharvest_publishpass
    feedback_signal
    anonymous_handoff_harvest_funnel_plus_private_default_contract · Reuse is counted when a post-task asset package or harvest plan is generated privately by default; publishing remains explicit and separately counted.
    privacy_guard
    task_text, file_content, diff_content, private_harvest_payload, credential, access_token, cookie
    outcome_oracle
    reuse_before_publish_guard · handoff_plan and harvest_plan prove reusable supply without publishing; harvest_publish is visible but not required for private reuse.
    user_effect
    TokRepo can show whether adoption turns into reusable private supply instead of only measuring one-time installs.
质量反馈闭环

证明 Agent 使用 TokRepo 资产后的相关性解析、可信验证门控与默认私有的改进供给。

agent-quality-feedback.json
3/3
阶段通过
100%
实时事件覆盖
12
验证 + 审计 14 天
72
搜索 + 解析 14 天
  1. relevance_resolution_feedback
    mcp_searchmcp_detailcapability_resolvepass
    feedback_signal
    anonymous_search_detail_resolve_funnel · Quality feedback starts when agents inspect candidates deeply enough to resolve a capability instead of treating search impressions as successful reuse.
    privacy_guard
    query_text, task_text, local_path, file_content, credential, cookie, share_token
    outcome_oracle
    relevance_before_install_guard · The public contract proves search, detail, and resolve signals without exposing the private task prompt or local project context.
    user_effect
    Agents get a measurable relevance loop before installing, so TokRepo can improve asset matching instead of optimizing only for impressions.
  2. trust_gate_feedback
    verify_assetaudit_assetinstall_planpass
    feedback_signal
    verify_audit_install_plan_funnel · Quality is counted only when trust evidence and install planning are inspectable before the agent mutates a project.
    privacy_guard
    raw_diff, file_content, absolute_project_path, secret_value, credential, cookie, access_token
    outcome_oracle
    trust_before_write_guard · verify_asset, audit_asset, and install_plan prove the quality gate while the public eval forbids raw diffs, secrets, and local paths.
    user_effect
    A user can see that TokRepo measures quality at the trust gate, not only after an install is already complete.
  3. improvement_supply_feedback
    agent_handoffhandoff_planharvest_planharvest_publishpass
    feedback_signal
    handoff_harvest_publish_funnel · Improvement feedback is reusable supply when handoff or harvest plans exist; publish remains explicit and separately measured.
    privacy_guard
    task_text, file_content, diff_content, private_harvest_payload, secret_value, credential, cookie
    outcome_oracle
    private_improvement_before_publish_guard · handoff_plan and harvest_plan prove self-improvement supply while harvest_publish remains an explicit, separately counted event.
    user_effect
    TokRepo can close the loop from asset use to better future assets without automatically publishing private work.
改进行动

把质量反馈转成带触发条件、命令、预期产物、验收 oracle 和隐私边界的修复建议。

agent-improvement-actions.json
3/3
行动通过数
100%
线上依赖覆盖
100%
可执行覆盖
27
14天修复信号
  1. repair_relevance_resolution_gap
    mcp_searchmcp_detailcapability_resolvepass
    trigger
    Search volume exists but useful detail reads or capability resolution are too low for the requested task category.
    recommended_action
    metadata_repair · capability_resolution_note
    repair_command
    tokrepo resolve <capability> --target codex --explain --json
    acceptance_oracle
    relevance_action_oracle · The action references search, detail, and capability_resolve evidence and produces a non-private capability-resolution note.
    user_effect
    Agents get an explicit next step when relevance quality is weak instead of silently treating a search impression as success.
  2. repair_trust_gate_gap
    verify_assetaudit_assetinstall_planrollback_planpass
    trigger
    A candidate is being considered for use but verification, audit, install-plan, or rollback rehearsal evidence is incomplete.
    recommended_action
    trust_gate_repair · trust_gate_repair_receipt
    repair_command
    tokrepo verify <uuid> --target codex --json && tokrepo audit --offline --json && tokrepo install <uuid> --target codex --dry-run --json
    acceptance_oracle
    trust_action_oracle · The action proves the trust gate and rollback path without exposing raw diffs, local project paths, or secret values.
    user_effect
    Users can see the recommended repair before the agent writes files, so quality feedback becomes a guardrail rather than a postmortem.
  3. repair_reuse_supply_gap
    agent_handoffhandoff_planharvest_planharvest_publishpass
    trigger
    A task produced reusable learning, but the agent has not converted it into a private handoff or harvest plan.
    recommended_action
    private_reuse_supply_repair · private_handoff_or_harvest_plan
    repair_command
    tokrepo agent-handoff --json && tokrepo harvest --changed --json
    acceptance_oracle
    reuse_action_oracle · The action creates private reusable supply and keeps publish separate from handoff or harvest planning.
    user_effect
    The next agent can reuse the learning without accidentally publishing private task context.
修复执行回执

把修复建议闭环为可执行回执,包含源行动链接、运行命令、预期产物、验收 oracle、回滚或交接路径和隐私边界。

agent-repair-execution.json
3/3
回执通过数
100%
行动链接
100%
oracle 执行
100%
回滚或交接
  1. execute_relevance_resolution_repair
    repair_relevance_resolution_gapmcp_searchmcp_detailcapability_resolvepass
    source_action_id
    repair_relevance_resolution_gap
    execution_boundary
    stage_and_verify_capability_resolution
    run_command
    tokrepo resolve <capability> --target codex --explain --json
    expected_artifact
    capability_resolution_note
    acceptance_oracle
    repair_execution_oracle · The receipt links the repair action to search, detail, and capability_resolve evidence, and names the next safe action without publishing private task text.
    rollback_or_handoff
    handoff · If no candidate satisfies the capability threshold, emit a private handoff note instead of forcing an install.
    user_effect
    A weak relevance signal now produces a concrete capability-resolution receipt that the next agent can audit or continue.
  2. execute_trust_gate_repair
    repair_trust_gate_gapverify_assetaudit_assetinstall_planinstall_dry_runrollback_planpass
    source_action_id
    repair_trust_gate_gap
    execution_boundary
    stage_trust_gate_with_rollback
    run_command
    tokrepo verify <uuid> --target codex --json && tokrepo audit --offline --json && tokrepo install <uuid> --target codex --dry-run --json && tokrepo rollback --last --target codex --dry-run --json
    expected_artifact
    trust_gate_repair_receipt
    acceptance_oracle
    trust_gate_execution_oracle · The receipt proves verify, audit, install dry-run, and rollback dry-run evidence before any write-capable install is counted as safe.
    rollback_or_handoff
    rollback · If verification, audit, or dry-run fails, stop before install_apply and preserve the rollback plan evidence.
    user_effect
    A trust warning now becomes a staged execution receipt with rollback proof instead of an unverifiable recommendation.
  3. execute_reuse_supply_repair
    repair_reuse_supply_gapagent_handoffhandoff_planharvest_planpass
    source_action_id
    repair_reuse_supply_gap
    execution_boundary
    private_handoff_before_public_harvest
    run_command
    tokrepo agent-handoff --json && tokrepo harvest --changed --json
    expected_artifact
    private_reuse_supply_receipt
    acceptance_oracle
    reuse_supply_execution_oracle · The receipt proves private handoff or harvest planning first, and requires an explicit publish gate before public supply creation.
    rollback_or_handoff
    handoff · If the harvest candidate includes private context, keep it as a private handoff package and do not publish.
    user_effect
    A reuse opportunity now leaves a private handoff or harvest receipt that can feed future agents without leaking private work context.
修复动作包

把每个源改进行动和可执行修复回执连接起来,让 Agent 从一个机器契约里选择、运行、验证并回滚下一步修复。

agent-action-bundle.json
3/3
通过动作包
100%
源链接覆盖
100%
执行字段覆盖
100%
隐私门控
  1. action_bundle_01_execute_relevance_resolution_repair
    source_action_id: repair_relevance_resolution_gapready_for_agent_execution
    source_action_id
    repair_relevance_resolution_gap
    run_command
    tokrepo resolve <capability> --target codex --explain --json
    acceptance_oracle
    repair_execution_oracle · The receipt links the repair action to search, detail, and capability_resolve evidence, and names the next safe action without publishing private task text.
    rollback_or_handoff
    handoff · If no candidate satisfies the capability threshold, emit a private handoff note instead of forcing an install.
    live_check
    WEB_BASE=https://tokrepo.com API_BASE=https://api.tokrepo.com node scripts/run_agent_repair_execution.mjs --check-live
  2. action_bundle_02_execute_trust_gate_repair
    source_action_id: repair_trust_gate_gapready_for_agent_execution
    source_action_id
    repair_trust_gate_gap
    run_command
    tokrepo verify <uuid> --target codex --json && tokrepo audit --offline --json && tokrepo install <uuid> --target codex --dry-run --json && tokrepo rollback --last --target codex --dry-run --json
    acceptance_oracle
    trust_gate_execution_oracle · The receipt proves verify, audit, install dry-run, and rollback dry-run evidence before any write-capable install is counted as safe.
    rollback_or_handoff
    rollback · If verification, audit, or dry-run fails, stop before install_apply and preserve the rollback plan evidence.
    live_check
    WEB_BASE=https://tokrepo.com API_BASE=https://api.tokrepo.com node scripts/run_agent_repair_execution.mjs --check-live
  3. action_bundle_03_execute_reuse_supply_repair
    source_action_id: repair_reuse_supply_gapready_for_agent_execution
    source_action_id
    repair_reuse_supply_gap
    run_command
    tokrepo agent-handoff --json && tokrepo harvest --changed --json
    acceptance_oracle
    reuse_supply_execution_oracle · The receipt proves private handoff or harvest planning first, and requires an explicit publish gate before public supply creation.
    rollback_or_handoff
    handoff · If the harvest candidate includes private context, keep it as a private handoff package and do not publish.
    live_check
    WEB_BASE=https://tokrepo.com API_BASE=https://api.tokrepo.com node scripts/run_agent_repair_execution.mjs --check-live

标记为已量化的数字来自公开 eval 证据。已签约 KPI 会作为 live 义务持续展示,直到运行时 ledger 开始发布这些测量值。

Discover → Verify → Install → Handoff → Harvest → Publish

Agent 漏斗

Plan→implementation 边界是 TokRepo 的发力点。每一步把 CLI 与 MCP 两条路合并成一个可读信号,不论用户跑哪个 agent 都能看见。

  • 01初始化项目 agent memory(init-agent)init_agent
    0
  • 02Plan 时调 discover / agent-checkmcp_discover
    7
  • 03信任、权限、policy 验证verify_asset
    12
    171% 相对上一步
  • 04生成 install planinstall_plan
    9
    75% 相对上一步
  • 05安装 dry-runinstall_dry_run
    17
    189% 相对上一步
  • 06执行 install(dry-run + 确认后)install_apply
    161
    947% 相对上一步
  • 07任务后 supply handoffhandoff_plan
    3
    2% 相对上一步
  • 08Harvest — 打包私有草稿harvest_plan
    24
    800% 相对上一步
  • 09Harvest 草稿发布入库harvest_publish
    0
    0% 相对上一步
  • 010发布可复用资产push
    0

计数不是 per-agent 唯一事件,一次 agent 任务通常触发多个事件。这是 population 视图,不是 session 视图。

每日量

每日事件量

全部漏斗阶段的事件按 UTC 日聚合。新增 agent 接入面通常会拉一波。

2026-06-18 — 232026-06-19 — 262026-06-20 — 252026-06-21 — 52026-06-22 — 222026-06-23 — 762026-06-24 — 272026-06-25 — 242026-06-26 — 222026-06-27 — 202026-06-28 — 72026-06-29 — 32026-06-30 — 242026-07-01 — 17

2026-06-18 → 2026-07-01

事件分布

Agent 漏斗记录的全部事件

每行是一个 funnel event 类型。Agent 漏斗刻意保持窄口径——只记 gate 决策或为决策提供 evidence 的事件。

事件次数
install_apply161
mcp_search68
harvest_plan24
install_dry_run17
verify_asset12
find_for_task9
install_plan9
mcp_discover7
mcp_detail6
capability_resolve4
handoff_plan2
agent_check1
agent_handoff1
给你的 agent 接上

想让你的 agent 事件出现在这页?

放进任何使用 Claude Code、Codex、Cursor、Gemini CLI、Copilot、Cline、Windsurf、Roo、OpenHands 或 Aider 的项目即可。init-agent 命令会写入机器可读的 .tokrepo/agent.json 以及 11 个指令接入面。

npx tokrepo init-agent --target all