Getting it into your agent
One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.
npx agentmods add skills/efficientcontext/contextpilot/openclawnpx skills add EfficientContext/ContextPilot --skill openclawgit clone --depth 1 https://github.com/EfficientContext/ContextPilotWhat it costs to keep this loaded
Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5 | $0.00014 | $0.00447 |
| Opus 5 | $0.00007 | $0.00224 |
| Sonnet 5 | $0.00003 | $0.00089 |
| Haiku 4.5 | $0.00001 | $0.00045 |
Grade A, and why
contextpilot scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 2d ago.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Nothing flagged
None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.
What it actually says
ContextPilot Integration
You have ContextPilot enabled as a transparent proxy. All your LLM API requests are automatically routed through ContextPilot, which reorders documents in your context window for optimal retrieval performance.
What ContextPilot Does
When your request contains multiple documents (in system prompts or tool results), ContextPilot:
- Extracts documents from XML tags (
<documents>,<files>, etc.), numbered lists, separators, or markdown headers - Clusters documents by semantic similarity using hierarchical clustering
- Reorders documents to minimize attention distance between related content
- Reconstructs the request preserving the original format
Supported Document Formats
- XML tags:
<documents><document>...</document></documents>,<files><file>...</file></files> - Numbered:
[1] doc [2] doc [3] doc - Separator: docs separated by
---or=== - Markdown headers: sections split by
#or##headers
How to Verify
Check the X-ContextPilot-Result response header:
X-ContextPilot-Result: {"intercepted":true,"documents_reordered":true,"total_documents":5,"sources":{"system":1,"tool_results":1}}
Configuration Headers
Send these headers with your API requests to control behavior:
| Header | Values | Default |
|---|---|---|
X-ContextPilot-Enabled |
true/false |
true |
X-ContextPilot-Mode |
auto/xml_tag/numbered/separator/markdown_header |
auto |
X-ContextPilot-Scope |
all/system/tool_results |
all |
X-ContextPilot-Alpha |
float | 0.001 |
What ships with it
5 files beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.
What this file has done since we first saw it
Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.
- 2d ago First seen · 48 lines · 14 tokens per session scan A 307902e448a2
contextpilot is a skill published in the GitHub repository EfficientContext/ContextPilot (131 stars, last pushed 14d ago), licensed Apache-2.0. It adds 14 tokens to every session and 447 once invoked, about $0.0001 per session on Opus 5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.
Other skills, from other repositories
apm-review-panel
Use this skill to run a multi-persona expert advisory review on a labelled pull request in microsoft/apm. The panel fans out to five mandatory specialists plus a test-coverage specialist (active on every PR that touches src/) plus three conditional specialists (auth, doc-writer, performance-expert), all running in…
apm-issue-autopilot
Use this skill to drive any open microsoft/apm issue (bug, feature, docs, refactor, perf) from raw intake to a mergeable PR with triage as the central, paramount gate. Run the apm-triage-panel rubric per issue first, then present ONE consolidated triage review for the whole batch and escalate to the maintainer BY…
apm-spec-guardian
Use this skill to run a four-panel adversarial advisory review on any pull request that touches the OpenAPM specification artifact (docs/src/content/docs/specs/openapm-.md), its inline / sidecar JSON Schemas (docs/src/content/docs/specs/schemas/.schema.json), or the conformance fixture seed…
apm-triage-panel
Use this skill to triage one microsoft/apm issue selected by the daily sweep, the status/needs-triage fast path, or manual dispatch. Emit one synthesized comment with a decision, label set, exact milestone, and suggested next action.
batch-bug-shepherd
Use this skill to drive a batch of suspected bugs in microsoft/apm from raw issue list to mergeable PR queue. Fan out one triage subagent per issue (LEGIT / UNCLEAR / FIXED-AT-HEAD), gate every legit bug against PRINCIPLES.md via an apm-ceo strategic-alignment pass, cross-reference legit issues against open PRs, then…
cli-logging-ux
Use this skill when editing or creating CLI output, logging, warnings, error messages, progress indicators, or diagnostic summaries in the APM codebase. Activate whenever code touches console helpers (richsuccess, richwarning, richerror, richinfo, richecho), DiagnosticCollector, STATUSSYMBOLS, CommandLogger, or any…